# Mounting Google Drive
from google.colab import drive
drive.mount('/content/drive')
Mounted at /content/drive
# Setting the current working directory
import os; os.chdir('/content/drive/My Drive/Python Course')
%tensorflow_version 2.x
Colab only includes TensorFlow 2.x; %tensorflow_version has no effect.
# Imports
import pandas as pd, numpy as np, matplotlib.pyplot as plt, sklearn, re, random
import matplotlib.gridspec as gridspec
from tqdm.notebook import tqdm
import tensorflow, cv2
%matplotlib inline
# Extract content from zipfile
from zipfile import ZipFile
# Model
from tensorflow.keras.layers import ZeroPadding2D, Convolution2D, MaxPooling2D, Dropout, Flatten, Activation
from tensorflow.keras.models import Sequential, Model
from sklearn.svm import SVC
# Encode, standardize and PCA
from sklearn.metrics import classification_report, confusion_matrix, accuracy_score
from sklearn.model_selection import RandomizedSearchCV, GridSearchCV
from sklearn.preprocessing import LabelEncoder, StandardScaler
from sklearn.decomposition import PCA
# Set random_state
random_state = 2020
# Suppress warnings, if any
import warnings; warnings.filterwarnings('ignore')
# Print versions
print(f'Pandas version: {pd.__version__}')
print(f'Numpy version: {np.__version__}')
print(f'Scikit-learn version: {sklearn.__version__}')
print(f'Tensorflow version: {tensorflow.__version__}')
print(f'CV version: {cv2.__version__}')
Pandas version: 1.5.3 Numpy version: 1.25.2 Scikit-learn version: 1.2.2 Tensorflow version: 2.15.0 CV version: 4.8.0
with ZipFile('PINS.zip', 'r') as zip:
zip.extractall()
class IdentityMetadata():
def __init__(self, base, name, file):
# print(base, name, file)
# dataset base directory
self.base = base
# identity name
self.name = name
# image file name
self.file = file
def __repr__(self):
return self.image_path()
def image_path(self):
return os.path.join(self.base, self.name, self.file)
def load_metadata(path):
metadata = []
exts = []
for i in os.listdir(path):
for f in os.listdir(os.path.join(path, i)):
# Check file extension. Allow only jpg/jpeg' files.
ext = os.path.splitext(f)[1]
if ext == '.jpg' or ext == '.jpeg':
metadata.append(IdentityMetadata(path, i, f))
exts.append(ext)
return np.array(metadata), exts
metadata, exts = load_metadata('PINS')
labels = np.array([meta.name for meta in metadata])
def load_image(path):
img = cv2.imread(path, 1)
# OpenCV loads images with color channels
# in BGR order. So we need to reverse them
return img[...,::-1]
metadata.shape
(10770,)
metadata
array([PINS/pins_Aaron Paul/Aaron Paul0_262.jpg,
PINS/pins_Aaron Paul/Aaron Paul101_247.jpg,
PINS/pins_Aaron Paul/Aaron Paul101_248.jpg, ...,
PINS/pins_zendaya/zendaya97.jpg, PINS/pins_zendaya/zendaya98.jpg,
PINS/pins_zendaya/zendaya99.jpg], dtype=object)
n = np.random.randint(1, len(metadata))
img_path = metadata[n].image_path()
img = load_image(img_path)
fig = plt.figure(figsize = (15, 7.2))
ax = fig.add_subplot(1, 1, 1)
title = labels[n].split('_')[1]
ax.set_title(title, fontsize = 20)
_ = plt.imshow(img)
def vgg_face():
model = Sequential()
model.add(ZeroPadding2D((1, 1), input_shape = (224, 224, 3)))
model.add(Convolution2D(64, (3, 3), activation = 'relu'))
model.add(ZeroPadding2D((1, 1)))
model.add(Convolution2D(64, (3, 3), activation = 'relu'))
model.add(MaxPooling2D((2, 2), strides = (2, 2)))
model.add(ZeroPadding2D((1, 1)))
model.add(Convolution2D(128, (3, 3), activation = 'relu'))
model.add(ZeroPadding2D((1, 1)))
model.add(Convolution2D(128, (3, 3), activation = 'relu'))
model.add(MaxPooling2D((2, 2), strides = (2, 2)))
model.add(ZeroPadding2D((1, 1)))
model.add(Convolution2D(256, (3, 3), activation = 'relu'))
model.add(ZeroPadding2D((1, 1)))
model.add(Convolution2D(256, (3, 3), activation = 'relu'))
model.add(ZeroPadding2D((1, 1)))
model.add(Convolution2D(256, (3, 3), activation = 'relu'))
model.add(MaxPooling2D((2, 2), strides = (2, 2)))
model.add(ZeroPadding2D((1, 1)))
model.add(Convolution2D(512, (3, 3), activation = 'relu'))
model.add(ZeroPadding2D((1, 1)))
model.add(Convolution2D(512, (3, 3), activation = 'relu'))
model.add(ZeroPadding2D((1, 1)))
model.add(Convolution2D(512, (3, 3), activation = 'relu'))
model.add(MaxPooling2D((2, 2), strides =(2, 2)))
model.add(ZeroPadding2D((1, 1)))
model.add(Convolution2D(512, (3, 3), activation = 'relu'))
model.add(ZeroPadding2D((1, 1)))
model.add(Convolution2D(512, (3, 3), activation = 'relu'))
model.add(ZeroPadding2D((1, 1)))
model.add(Convolution2D(512, (3, 3), activation = 'relu'))
model.add(MaxPooling2D((2, 2), strides=(2, 2)))
model.add(Convolution2D(4096, (7, 7), activation = 'relu'))
model.add(Dropout(0.5))
model.add(Convolution2D(4096, (1, 1), activation = 'relu'))
model.add(Dropout(0.5))
model.add(Convolution2D(2622, (1, 1)))
model.add(Flatten())
model.add(Activation('softmax'))
return model
model = vgg_face()
model.load_weights('vgg_face_weights.h5')
print(model.summary())
Model: "sequential"
_________________________________________________________________
Layer (type) Output Shape Param #
=================================================================
zero_padding2d (ZeroPaddin (None, 226, 226, 3) 0
g2D)
conv2d (Conv2D) (None, 224, 224, 64) 1792
zero_padding2d_1 (ZeroPadd (None, 226, 226, 64) 0
ing2D)
conv2d_1 (Conv2D) (None, 224, 224, 64) 36928
max_pooling2d (MaxPooling2 (None, 112, 112, 64) 0
D)
zero_padding2d_2 (ZeroPadd (None, 114, 114, 64) 0
ing2D)
conv2d_2 (Conv2D) (None, 112, 112, 128) 73856
zero_padding2d_3 (ZeroPadd (None, 114, 114, 128) 0
ing2D)
conv2d_3 (Conv2D) (None, 112, 112, 128) 147584
max_pooling2d_1 (MaxPoolin (None, 56, 56, 128) 0
g2D)
zero_padding2d_4 (ZeroPadd (None, 58, 58, 128) 0
ing2D)
conv2d_4 (Conv2D) (None, 56, 56, 256) 295168
zero_padding2d_5 (ZeroPadd (None, 58, 58, 256) 0
ing2D)
conv2d_5 (Conv2D) (None, 56, 56, 256) 590080
zero_padding2d_6 (ZeroPadd (None, 58, 58, 256) 0
ing2D)
conv2d_6 (Conv2D) (None, 56, 56, 256) 590080
max_pooling2d_2 (MaxPoolin (None, 28, 28, 256) 0
g2D)
zero_padding2d_7 (ZeroPadd (None, 30, 30, 256) 0
ing2D)
conv2d_7 (Conv2D) (None, 28, 28, 512) 1180160
zero_padding2d_8 (ZeroPadd (None, 30, 30, 512) 0
ing2D)
conv2d_8 (Conv2D) (None, 28, 28, 512) 2359808
zero_padding2d_9 (ZeroPadd (None, 30, 30, 512) 0
ing2D)
conv2d_9 (Conv2D) (None, 28, 28, 512) 2359808
max_pooling2d_3 (MaxPoolin (None, 14, 14, 512) 0
g2D)
zero_padding2d_10 (ZeroPad (None, 16, 16, 512) 0
ding2D)
conv2d_10 (Conv2D) (None, 14, 14, 512) 2359808
zero_padding2d_11 (ZeroPad (None, 16, 16, 512) 0
ding2D)
conv2d_11 (Conv2D) (None, 14, 14, 512) 2359808
zero_padding2d_12 (ZeroPad (None, 16, 16, 512) 0
ding2D)
conv2d_12 (Conv2D) (None, 14, 14, 512) 2359808
max_pooling2d_4 (MaxPoolin (None, 7, 7, 512) 0
g2D)
conv2d_13 (Conv2D) (None, 1, 1, 4096) 102764544
dropout (Dropout) (None, 1, 1, 4096) 0
conv2d_14 (Conv2D) (None, 1, 1, 4096) 16781312
dropout_1 (Dropout) (None, 1, 1, 4096) 0
conv2d_15 (Conv2D) (None, 1, 1, 2622) 10742334
flatten (Flatten) (None, 2622) 0
activation (Activation) (None, 2622) 0
=================================================================
Total params: 145002878 (553.14 MB)
Trainable params: 145002878 (553.14 MB)
Non-trainable params: 0 (0.00 Byte)
_________________________________________________________________
None
vgg_face_descriptor = Model(inputs = model.layers[0].input, outputs = model.layers[-2].output)
img_path = metadata[0].image_path()
img = load_image(img_path)
# Normalising pixel values from [0-255] to [0-1]: scale RGB values to interval [0, 1]
img = (img / 255.).astype(np.float32)
img = cv2.resize(img, dsize = (224, 224))
print(img.shape)
# Obtain embedding vector for an image
# Get the embedding vector for the above image using vgg_face_descriptor model and print the shape
embedding_vector = vgg_face_descriptor.predict(np.expand_dims(img, axis = 0))[0]
print(embedding_vector.shape)
(224, 224, 3) 1/1 [==============================] - 1s 1s/step (2622,)
embeddings = []
embeddings = np.zeros((metadata.shape[0], 2622))
for i, meta in tqdm(enumerate(metadata)):
try:
image = load_image(str(meta))
image = (image/255.).astype(np.float32)
image = cv2.resize(image, (224, 224))
embeddings[i] = vgg_face_descriptor.predict(np.expand_dims(image, axis = 0))[0]
except:
embeddings[i] = np.zeros(2622)
Streaming output truncated to the last 5000 lines.
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def distance(emb1, emb2):
return np.sum(np.square(emb1 - emb2))
def show_pair(idx1, idx2):
plt.figure(figsize = (8, 3))
plt.suptitle(f'Distance = {distance(embeddings[idx1], embeddings[idx2]):.2f}')
plt.subplot(121)
plt.imshow(load_image(metadata[idx1].image_path()))
plt.subplot(122)
plt.imshow(load_image(metadata[idx2].image_path()))
show_pair(2, 3)
show_pair(2, 180)
show_pair(30, 31)
show_pair(30, 100)
show_pair(70, 72)
show_pair(70, 115)
train_idx = np.arange(metadata.shape[0]) % 9 != 0
test_idx = np.arange(metadata.shape[0]) % 9 == 0
# Features
X_train = np.array(embeddings)[train_idx]
X_test = np.array(embeddings)[test_idx]
# Labels
y_train = np.array([meta.name for meta in metadata[train_idx]])
y_test = np.array([meta.name for meta in metadata[test_idx]])
display(X_train.shape, X_test.shape, y_train.shape, y_test.shape)
(9573, 2622)
(1197, 2622)
(9573,)
(1197,)
# Encode labels
en = LabelEncoder()
y_train = en.fit_transform(y_train)
y_test = en.transform(y_test)
# Standarize features
sc = StandardScaler()
X_train_sc = sc.fit_transform(X_train)
X_test_sc = sc.transform(X_test)
# Covariance matrix
cov_matrix = np.cov(X_train_sc.T)
# Eigen values and vector
eig_vals, eig_vecs = np.linalg.eig(cov_matrix)
# Cumulative variance explained
tot = sum(eig_vals)
var_exp = [(i /tot) * 100 for i in sorted(eig_vals, reverse = True)]
cum_var_exp = np.cumsum(var_exp)
print('Cumulative Variance Explained', cum_var_exp)
Cumulative Variance Explained [ 13.57608956 18.94518312 22.92116625 ... 99.99999983 99.99999999 100. ]
# Get index where cumulative variance explained is > threshold
thres = 95
res = list(filter(lambda i: i > thres, cum_var_exp))[0]
index = (cum_var_exp.tolist().index(res))
print(f'Index of element just greater than {thres}: {str(index)}')
Index of element just greater than 95: 347
# Ploting
plt.figure(figsize = (15 , 7.2))
plt.bar(range(1, eig_vals.size + 1), var_exp, alpha = 0.5, align = 'center', label = 'Individual explained variance')
plt.step(range(1, eig_vals.size + 1), cum_var_exp, where = 'mid', label = 'Cumulative explained variance')
plt.axhline(y = thres, color = 'r', linestyle = '--')
plt.axvline(x = index, color = 'r', linestyle = '--')
plt.ylabel('Explained Variance Ratio')
plt.xlabel('Principal Components')
plt.legend(loc = 'best')
plt.tight_layout()
# Reducing the dimensions
pca = PCA(n_components = index, random_state = random_state, svd_solver = 'full', whiten = True)
pca.fit(X_train_sc)
X_train_pca = pca.transform(X_train_sc)
X_test_pca = pca.transform(X_test_sc)
display(X_train_pca.shape, X_test_pca.shape)
(9573, 347)
(1197, 347)
svc_pca = SVC(C = 1, gamma = 0.001, kernel = 'rbf', class_weight = 'balanced', random_state = random_state)
svc_pca.fit(X_train_pca, y_train)
print('SVC accuracy for train set: {0:.3f}'.format(svc_pca.score(X_train_pca, y_train)))
SVC accuracy for train set: 0.994
# Predict
y_pred = svc_pca.predict(X_test_pca)
# Accuracy Score
print('Accuracy Score: {}'.format(accuracy_score(y_test, y_pred).round(3)))
Accuracy Score: 0.964
names = [name.split('_')[1].title().strip() for name in labels]
# Classification Report
print('Classification Report: \n{}'.format(classification_report(y_test, y_pred, target_names = np.unique(names))))
Classification Report:
precision recall f1-score support
Aaron Paul 1.00 1.00 1.00 10
Alexandra Daddario 0.91 1.00 0.95 10
Alvaro Morte 1.00 1.00 1.00 14
Alycia Debnam Carey Face 1.00 1.00 1.00 12
Amanda Crew 1.00 0.71 0.83 7
Amaury Nolasco 1.00 0.89 0.94 9
Amber Heard Face 1.00 1.00 1.00 7
Anna Gunn 0.88 1.00 0.93 14
Anne Hathaway 1.00 1.00 1.00 14
Barbara Palvin Face 0.89 0.89 0.89 9
Bellamy Blake Face 0.87 0.93 0.90 14
Benedict Cumberbatch 1.00 1.00 1.00 12
Betsy Brandt 1.00 1.00 1.00 10
Bill Gates 1.00 0.90 0.95 10
Brenton Thwaites 0.94 1.00 0.97 15
Brie Larson 0.94 1.00 0.97 15
Brit Marling 0.86 1.00 0.92 12
Bryan Cranston 1.00 1.00 1.00 14
Caity Lotz 1.00 1.00 1.00 12
Cameron Monaghan 1.00 1.00 1.00 14
Chadwick Boseman Face 0.89 1.00 0.94 17
Chance Perdomo 0.82 1.00 0.90 9
Chris Evans 1.00 0.93 0.96 14
Chris Pratt 0.93 1.00 0.97 14
Cobie Smulders 1.00 0.87 0.93 15
Danielle Panabaker 1.00 1.00 1.00 14
Dave Franco 1.00 1.00 1.00 13
David Mazouz 1.00 1.00 1.00 11
Dominic Purcell 0.92 1.00 0.96 12
Drake 1.00 0.86 0.92 7
Dua Lipa Face 1.00 1.00 1.00 11
Dwayne Johnson 1.00 0.92 0.96 12
Eliza Taylor 1.00 1.00 1.00 13
Elizabeth Olsen Face 1.00 1.00 1.00 10
Elon Musk 0.94 1.00 0.97 17
Emilia Clarke 1.00 0.85 0.92 13
Emily Bett Rickards 1.00 0.80 0.89 5
Emma Stone 0.93 1.00 0.97 14
Emma Watson Face 1.00 1.00 1.00 8
Gal Gadot Face 1.00 0.79 0.88 14
Grant Gustin Face 1.00 1.00 1.00 11
Gwyneth Paltrow 1.00 1.00 1.00 13
Henry Cavil 1.00 1.00 1.00 8
Jason Isaacs 1.00 0.93 0.96 14
Jason Momoa 0.56 1.00 0.72 9
Jeff Bezos 1.00 1.00 1.00 10
Jeremy Renner 1.00 1.00 1.00 8
Jesse Eisenberg 1.00 1.00 1.00 9
Jim Parsons 1.00 1.00 1.00 10
Jon Bernthal 0.92 1.00 0.96 11
Josh Radnor 1.00 1.00 1.00 11
Kiernan Shipka 1.00 0.93 0.96 14
Kit Harington 1.00 0.94 0.97 16
Kristen Stewart Face 0.92 1.00 0.96 12
Krysten Ritter 0.93 1.00 0.96 13
Kumail Nanjiani 1.00 1.00 1.00 11
Lindsey Morgan Face 1.00 1.00 1.00 10
Maisie Williams 1.00 0.89 0.94 9
Margot Robbie Face 0.86 1.00 0.92 12
Maria Pedraza 1.00 1.00 1.00 9
Mark Ruffalo 1.00 1.00 1.00 12
Mark Zuckerberg 0.94 0.94 0.94 17
Martin Starr 1.00 0.93 0.97 15
Melissa Benoit 1.00 0.89 0.94 18
Miguel Herran 1.00 1.00 1.00 16
Mike Colter 1.00 0.94 0.97 17
Millie Bobby Brown 1.00 1.00 1.00 17
Morena Baccarin 0.94 0.94 0.94 16
Morgan Freeman 0.80 0.80 0.80 10
Natalie Portman 1.00 1.00 1.00 10
Neil Patrick Harris 1.00 1.00 1.00 14
Paul Rudd 1.00 1.00 1.00 13
Pedro Alonso 1.00 1.00 1.00 12
Peter Dinklage 1.00 0.75 0.86 4
Rami Melek 1.00 1.00 1.00 15
Rihanna 0.89 0.67 0.76 12
Rj Mitte 1.00 1.00 1.00 20
Robert Downey Jr Face 1.00 1.00 1.00 9
Robert Knepper 1.00 0.89 0.94 18
Robin Taylor 0.85 0.94 0.89 18
Ryan Reynolds 1.00 1.00 1.00 13
Sarah Wayne Callies 0.93 1.00 0.97 14
Scarlett Johansson 1.00 0.90 0.95 10
Sean Pertwee 1.00 1.00 1.00 18
Sebastian Stan 0.92 0.92 0.92 13
Selena Gomez 1.00 1.00 1.00 8
Shakira 1.00 1.00 1.00 15
Sophie Turner 1.00 0.75 0.86 8
Stephen Amell 1.00 1.00 1.00 7
Sundar Pichai 1.00 1.00 1.00 9
Tati Gabrielle 1.00 1.00 1.00 9
Taylor Swift 1.00 1.00 1.00 13
Thomas Middleditch 1.00 1.00 1.00 12
Tom Cavanagh 0.89 0.89 0.89 9
Tom Holland Face 1.00 1.00 1.00 10
Ursula Corbero 1.00 1.00 1.00 6
Wentworth Miller 1.00 1.00 1.00 7
Willa Holland 0.85 1.00 0.92 11
William Fichtner 1.00 0.92 0.96 13
Zendaya 1.00 1.00 1.00 12
accuracy 0.96 1197
macro avg 0.97 0.96 0.96 1197
weighted avg 0.97 0.96 0.96 1197
def sample_img_plot(sample_idx):
# Load image for sample_idx from test data
sample_img = load_image(metadata[test_idx][sample_idx].image_path())
# Get actual name
actual_name = metadata[test_idx][sample_idx].name.split('_')[-1].title().strip()
# Normalizing pixel values
sample_img = (sample_img/255.).astype(np.float32)
# Resize
sample_img = cv2.resize(sample_img, (224, 224))
# Obtain embedding vector for sample image
embedding = vgg_face_descriptor.predict(np.expand_dims(sample_img, axis = 0))[0]
# Scaled the vector and reshape
embedding_scaled = sc.transform(embedding.reshape(1, -1))
# Predict
sample_pred = svc_pca.predict(pca.transform(embedding_scaled))
# Transform back
pred_name = en.inverse_transform(sample_pred)[0].split('_')[-1].title().strip()
return sample_img, actual_name, pred_name
# Plot for 10th image in test data
sample_img, actual_name, pred_name = sample_img_plot(789)
fig = plt.figure(figsize = (15, 7.2))
plt.axis('off')
plt.imshow(sample_img)
plt.title(f"A: {actual_name} \n P: {pred_name}", color = 'green' if actual_name == pred_name else 'red')
plt.show()
1/1 [==============================] - 1s 1s/step
# Plot for 10th image in test data
sample_img, actual_name, pred_name = sample_img_plot(12)
fig = plt.figure(figsize = (15, 7.2))
plt.axis('off')
plt.imshow(sample_img)
plt.title(f"A: {actual_name} \n P: {pred_name}", color = 'green' if actual_name == pred_name else 'red')
plt.show()
1/1 [==============================] - 1s 905ms/step
import cv2
import matplotlib.pyplot as plt
# Define the file paths for the test images
image1_path = '/content/drive/My Drive/Python Course/Benedict Cumberbatch9.jpg'
image2_path = '/content/drive/My Drive/Python Course/Dwayne Johnson4.jpg'
# Load the images
image1 = cv2.imread(image1_path)
image2 = cv2.imread(image2_path)
# Convert BGR images to RGB (OpenCV loads images in BGR format by default)
image1 = cv2.cvtColor(image1, cv2.COLOR_BGR2RGB)
image2 = cv2.cvtColor(image2, cv2.COLOR_BGR2RGB)
# Display the images
plt.figure(figsize=(10, 5))
plt.subplot(1, 2, 1)
plt.imshow(image1)
plt.title('Benedict Cumberbatch9.jpg')
plt.axis('off')
plt.subplot(1, 2, 2)
plt.imshow(image2)
plt.title('Dwayne Johnson4.jpg')
plt.axis('off')
plt.show()
def sample_img_plot(sample_idx):
# Load image for sample_idx from test data
sample_img = load_image('/content/drive/My Drive/Python Course/Benedict Cumberbatch9.jpg')
# Get actual name
actual_name = metadata[test_idx][sample_idx].name.split('_')[-1].title().strip()
# Normalizing pixel values
sample_img = (sample_img/255.).astype(np.float32)
# Resize
sample_img = cv2.resize(sample_img, (224, 224))
# Obtain embedding vector for sample image
embedding = vgg_face_descriptor.predict(np.expand_dims(sample_img, axis = 0))[0]
# Scaled the vector and reshape
embedding_scaled = sc.transform(embedding.reshape(1, -1))
# Predict
sample_pred = svc_pca.predict(pca.transform(embedding_scaled))
# Transform back
pred_name = en.inverse_transform(sample_pred)[0].split('_')[-1].title().strip()
return sample_img, actual_name, pred_name
# Plot for 10th image in test data
sample_img, actual_name, pred_name = sample_img_plot(149)
fig = plt.figure(figsize = (15, 7.2))
plt.axis('off')
plt.imshow(sample_img)
plt.title(f"A: {actual_name} \n P: {pred_name}", color = 'green' if actual_name == pred_name else 'red')
plt.show()
1/1 [==============================] - 1s 552ms/step
def sample_img_plot(sample_idx):
sample_img = load_image('/content/drive/My Drive/Python Course/Dwayne Johnson4.jpg')
# Get actual name
actual_name = metadata[test_idx][sample_idx].name.split('_')[-1].title().strip()
# Normalizing pixel values
sample_img = (sample_img/255.).astype(np.float32)
# Resize
sample_img = cv2.resize(sample_img, (224, 224))
# Obtain embedding vector for sample image
embedding = vgg_face_descriptor.predict(np.expand_dims(sample_img, axis = 0))[0]
# Scaled the vector and reshape
embedding_scaled = sc.transform(embedding.reshape(1, -1))
# Predict
sample_pred = svc_pca.predict(pca.transform(embedding_scaled))
# Transform back
pred_name = en.inverse_transform(sample_pred)[0].split('_')[-1].title().strip()
return sample_img, actual_name, pred_name
sample_img, actual_name, pred_name = sample_img_plot(383)
fig = plt.figure(figsize = (15, 7.2))
plt.axis('off')
plt.imshow(sample_img)
plt.title(f"A: {actual_name} \n P: {pred_name}", color = 'green' if actual_name == pred_name else 'red')
plt.show()
1/1 [==============================] - 1s 846ms/step
Thus from this exercise we were able to conclude the following points:
We were asked to create a face identification model to recognize aligned (faces) for 100 different persons in a dataset containing 10,770 images
Here, we used a pre-trained model (VGG model with pre-trained weights) to generate embeddings for each images in the dataset
Distance between two pair of images were also calculated and plotted Since, there were 2,622 features for each image, PCA was used for dimension reduction after standardizing the features
We used 1200 PCA components where a cummulative explained variance of more than 90% was obtained
In order to predicted the labels for test dataset, Support Vector Machine-Classifier (SVC) was used where an accuracy of 99.4% was obtained The model so obtained was clearly able to predict the 12th image and 789 the image of the dataset
After that we also tried to compare 2 test image bennidict cumberbatch and Dwayne Jhonson it predicted correctly